One series of papers by Oxford researchers ranks jobs by their estimated susceptibility to automation. Among those most rated likely to vanish - because they involve work that AI can increasingly accomplish less expensively - are real estate brokers, insurance claims adjusters and sports referees.

Could anything good come of mass unemployment?

History tells us that when technology squeezes people out of jobs, they revolt. Industrialization in 19th-century England, for example, gave rise to Luddite activism.

Unfortunately, history also suggests that protests of the marginalized don't solve the underlying problem. The British Army suppressed the Luddites; the government passed laws to protect factory equipment and industrialization marched on. As Marx went on to theorize, in a capitalist society, the government is co-opted by the wealthy classes.

What happens, though, when that skilled upper class is itself put out of a job? That's the question that mass AI-based unemployment would pose. What would happen when well-educated lawyers, journalists, bureaucrats, corporate managers and other creative-class knowledge workers can't find work? Could the rise of AI lead to a white-collar rebellion?

The iCub robot. AP Photo/Laurent Cipriani

Extremely capable AI

When I was a Ph.D. student in the mid-1990s working in a subfield of AI known as computer vision - the automated processing of imagery - I used to think that the grand challenge of the field was to develop software that could take an arbitrary image and output a text description of it.

At the time, computers couldn't tell if a photo contained a human face or a bowl of macaroni and cheese.

Old ideas that computers can't do certain human things - be creative, express emotion, empathize - are being tossed out one by one. A visceral way to feel AI's looming approach to human intelligence is to view the output from Google's DeepDream, in which a trained neural network run in reverse produces eerie, dream-like images that seem genuinely creative and uncomfortably human.

It's hard to overstate what this and related advances portend. Even technologists who made fortunes paving the way for the AI future have begun to sound an alarm. Elon Musk, the CEO of Tesla, whose self-driving car technology includes plenty of AI, has called AI humanity's " biggest existential threat."

Members of the First Virginia Regiment, a Revolutionary War living history reenactment group, participate in the annual George Washington Birthday Parade February 20, 2017 in Old Town Alexandria, Virginia. Alex Wong/Getty Images

Professionals plotting revolution

But the job apocalypse might have a silver lining. The Luddites of the 1800s were unsuccessful for a number of reasons: They were politically marginal. They were not well-organized.

They misdiagnosed the problem as being either about the technology or their employers. And, at least in some tellings, they had little public support.

In contrast, those involved in a white-collar movement would have strong ties to influential people. They would organize effectively. They would understand the larger problem as an imperfect economic system whose pathologies technology merely amplifies. And, they would have the rhetorical skills to draw the sympathy of the public - who are likely to be themselves jobless, too.

I expect the AI job takeover to pose a problem primarily because its benefits will go to the few who own the technology, while all the harm will fall on the rest of us. It is a political problem, not a technological one.

In my view, technology amplifies the inequities of capitalism. What AI will do is to turn nearly everyone into displaced workers, even some who were previously among the elite.